prerequisites
This liveProject is for both web developers and machine learning engineers. Web developers experienced with JavaScript will learn how to integrate TensorFlow into their applications, while ML engineers will be interested in developing their skills for user interfaces.
TOOLS
- Basics of JavaScript
- Basics of HTML
- Basics of Node.js, NPM, and Yarn
- Basics of React
- Basics of TensorFlow.js
- Visual Studio Code
TECHNIQUES
- Basics of machine learning
- Basics of web development with HTML/JavaScript
you will learn
In this liveProject, you’ll learn to add the TensorFlow.js library to a newly created React app. You will also learn the basics of Machine Learning, including how to construct a neural network model, fit your model with training data, and make predictions.
- Setting up a React development environment with Node.js, NPM, and Yarn
- Creating a React web app and analyzing app structure
- Creating a basic UI and event listeners in React
- Constructing a neural network model with TensorFlow.js
- Training a TensorFlow.js model with synthetic data
- Predicting new values with a trained TensorFlow.js model